He stared at the blank canvas, the vast expanse of white reflecting the emptiness within. Mr. Chen felt the creative block, a familiar adversary that had stifled his artistic spirit for months. His studio, once a sanctuary, now felt like a prison. He tossed his brush aside, the frustration boiling over. He slammed his fist on the table, the sound echoing in the room.

A package arrived, carrying a collection of art supplies, from various mediums, and a note. It said, "Mr. Chen, you taught us how to see the world. Now, see yourself. We believe in you." The note was signed, “Your aspiring artists.” As he held the note, he felt the familiar spark, and the urge to create. His hand reached out to grasp the brush, and he felt a new wave of motivation.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229